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Does equal overall accuracy guarantee fair outcomes for every relevant group?
Yes, by definition
Yes, with enough parameters
No
Only if the output is text
Answer and explanation
No
Aggregate metrics can hide different error patterns and contextual harms.
Grades 9–12 · Responsible ai
What should happen when an AI output cites a source?
Treat the title as the full evidence
Assume the citation proves everything
Remove every uncertainty statement
Verify that the source exists and supports the claim
Answer and explanation
Verify that the source exists and supports the claim
Citations can be incorrect or fail to support a claim.
Grades 9–12 · Responsible ai
In a toy audit, group A has 8 errors in 40 cases. Find error rate.
Answer and explanation
0.2
8/40=0.2.
Grades 9–12 · Responsible ai
Group B has 3 errors in 30 cases. Find error rate.
Answer and explanation
0.1
3/30=0.1; comparison still needs context and uncertainty.
Grades 9–12 · Responsible ai
Why should a system offer a route for reviewing or correcting mistakes?
Answer and explanation
Affected people and operators need a way to challenge errors, fix data and prevent repeated harm. Responsibility must be operational, not merely a slogan.
Credit a concrete correction and accountability pathway.
Grades 9–12 · Responsible ai
Which is an appropriate privacy practice for a classroom exercise?
Assume anonymization is always perfect
Use authorized or synthetic data without unnecessary personal details
Publish all raw identifiers
Upload private records without permission
Answer and explanation
Use authorized or synthetic data without unnecessary personal details